6 ms·
HoloClean: Weakly Supervised Data Repairing
- hooande 7y agoThis looks useful. I wonder if the concept could be used to make predictions about data instead of just preparing it. ie, to interpolate likely missing values like in collaborative filtering? There are probably several datasets that could be explained with this kind of scalable weak semi supervision
- y04nn 7y agoThere is also ExceLint [1] for fixing bad data in (Excel) spreadsheets. I never tried it. [1] https://github.com/ExceLint/ExceLint https://github.com/ExceLint/ExceLint
- dx034 7y agoThe code is on GitHub[1] for anyone interested. [1] https://github.com/HoloClean/HoloClean https://github.com/HoloClean/HoloClean
- polskibus 7y agoHoloclean was presented at this year's SIGMOD conference.
- yboris 7y agoVery related: Open Refine http://openrefine.org/ http://openrefine.org/ > is a powerful tool for working with messy data: cleaning it; transforming it from one format into another; and extending it with web services and external data.
- massaman_yams 7y agoThanks for sharing! This looks much more practical than HoloClean.
- arcboii92 7y agoThis looks really cool, but I must admit - when I saw the name I hoped it was a HoloLens AR gamification of tidying up my house that gives me points for each dish washed or item of clothing folded. But hey, data is cool too.